Author

Junchen Jiang

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Preprint Jul 2026

Learning Agent Execution for KV-Cache Management in Agentic Serving

CacheScout is presented, an agent-aware KV-cache runtime layer for multi-agent LLM serving that improves KV-cache hit rate, reduces mean TTFT, lowers mean per-turn latency, and increases peak throughput by up to 57%.

Rui Zhang, Chaeeun Kim, Shaoting Feng et al. · 5 citations

Preprint Aug 2026

Divergent-Convergent Reasoning: Scaling Test-Time Compute through Structured Solution Synthesis

The results show that disagreement, often viewed as noise, can be systematically exploited to improve test-time reasoning and reveal emerging scaling laws for agentic LLM systems.

Bo Wen, Yuhao Chen, E. Bilal et al. · 0 citations